ABSTRACT

Modeled after Barbara Byrne’s other best-selling structural equation modeling (SEM) books, this practical guide reviews the basic concepts and applications of SEM using Mplus Versions 5 & 6. The author reviews SEM applications based on actual data taken from her own research. Using non-mathematical language, it is written for the novice SEM user. With each application chapter, the author "walks" the reader through all steps involved in testing the SEM model including:

  • an explanation of the issues addressed
  • illustrated and annotated testing of the hypothesized and post hoc models
  • explanation and interpretation of all Mplus input and output files
  • important caveats pertinent to the SEM application under study
  • a description of the data and reference upon which the model was based
  • the corresponding data and syntax files available under "Supplementary Material" below

The first two chapters introduce the fundamental concepts of SEM and important basics of the Mplus program. The remaining chapters focus on SEM applications and include a variety of SEM models presented within the context of three sections: Single-group analyses, Multiple-group analyses, and other important topics, the latter of which includes the multitrait-multimethod, latent growth curve, and multilevel models.

Intended for researchers, practitioners, and students who use SEM and Mplus, this book is an ideal resource for graduate level courses on SEM taught in psychology, education, business, and other social and health sciences and/or as a supplement for courses on applied statistics, multivariate statistics, intermediate or advanced statistics, and/or research design. Appropriate for those with limited exposure to SEM or Mplus, a prerequisite of basic statistics through regression analysis is recommended.

part |40 pages

Introduction

chapter |15 pages

Structural Equation Models

The Basics

chapter |22 pages

Using the Mplus Program

part |149 pages

Single-Group Analyses

chapter |51 pages

Testing the Factorial Validity of a Theoretical Construct

First-Order Confirmatory Factor Analysis Model

chapter |30 pages

Testing the Factorial Validity of Scores From a Measuring Instrument

First-Order Confirmatory Factor Analysis Model

chapter |22 pages

Testing the Factorial Validity of Scores From a Measuring Instrument

Second-Order Confirmatory Factor Analysis Model

chapter |43 pages

Testing the Validity of a Causal Structure

Full Structural Equation Model

part |92 pages

Multiple-Group Analyses

chapter |34 pages

Testing the Factorial Equivalence of a Measuring Instrument

Analysis of Covariance Structures

chapter |31 pages

Testing the Equivalence of Latent Factor Means

Analysis of Mean and Covariance Structures

chapter |24 pages

Testing the Equivalence of a Causal Structure

Full Structural Equation Model

part |89 pages

Other Important Topics

chapter |27 pages

Testing Evidence of Construct Validity

The Multitrait—Multimethod Model

chapter |32 pages

Testing Change Over Time

The Latent Growth Curve Model

chapter |27 pages

Testing Within- and Between-Level Variability

The Multilevel Model